# Text Classification on R8 small-scale (test) Source: [Text Classification on R8 small-scale (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:55.157Z Evaluation of Text Classification performance on the small-scale test split of the R8 dataset, measured using Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Text Classification | | Dataset (including any stated split) | R8 small-scale (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HDGCN | 98.45 | Not recorded | 68fa6a1e1e209131cea26089 | | HDGCN-static | 98.05 | Not recorded | 68fa6a1e1e209131cea26089 | | TextING | 98.04 | Not recorded | 68fa6a1e1e209131cea26089 | | BERT-base | 97.92 | Not recorded | 68fa6a1e1e209131cea26089 | | GraphCNN | 97.8 | Not recorded | 68fa6a1e1e209131cea26089 | | minCUT | 97.42 | Not recorded | 68fa6a1e1e209131cea26089 | | TextGCN | 97.07 | Not recorded | 68fa6a1e1e209131cea26089 | | TextRNN | 96.31 | Not recorded | 68fa6a1e1e209131cea26089 | | fastText | 96.13 | Not recorded | 68fa6a1e1e209131cea26089 | | TextCNN | 95.71 | Not recorded | 68fa6a1e1e209131cea26089 | | SWEM | 95.32 | Not recorded | 68fa6a1e1e209131cea26089 | ### HDGCN Accuracy: 98.45. Result ID: 698e0f3effc3901de09a7afe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"initialization":"300-d GloVe"}. This record does not assert independent reproduction. ### HDGCN-static Accuracy: 98.05. Result ID: 698e0f3effc3901de09a7afd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"initialization":"300-d GloVe","mode":"static"}. This record does not assert independent reproduction. ### TextING Accuracy: 98.04. Result ID: 698e0f3effc3901de09a7afb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### BERT-base Accuracy: 97.92. Result ID: 698e0f3effc3901de09a7afc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Jin et al., 2019)"}. This record does not assert independent reproduction. ### GraphCNN Accuracy: 97.8. Result ID: 698e0f3effc3901de09a7af9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### minCUT Accuracy: 97.42. Result ID: 698e0f3effc3901de09a7afa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Bianchi et al., 2019)"}. This record does not assert independent reproduction. ### TextGCN Accuracy: 97.07. Result ID: 698e0f3effc3901de09a7af8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### TextRNN Accuracy: 96.31. Result ID: 698e0f3effc3901de09a7af5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### fastText Accuracy: 96.13. Result ID: 698e0f3effc3901de09a7af6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### TextCNN Accuracy: 95.71. Result ID: 698e0f3effc3901de09a7af4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. ### SWEM Accuracy: 95.32. Result ID: 698e0f3effc3901de09a7af7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"(Zhang et al., 2020b)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.